Delivery stays bespoke
Each team builds its own authoring, validation, and release path.
01 / SCALE GAPDecision guide · 01
Open source is the engine.Realfuture is the operating model.
Keep Apache Flink and your infrastructure. Add one lifecycle, built-in controls, and accountable enterprise support.
The inflection point
Flink outgrows the tools around it.
Early jobs prove value. At scale, fragmented delivery, cluster sprawl, and scarce expertise become the constraint. Realfuture standardizes the operating model around Flink.
Operations fragment
Jobs, clusters, metrics, and recovery remain split across tools.
02 / SCALE GAPControls arrive too late
Access, audit, and production standards are added only after workloads scale.
03 / SCALE GAPOperating model comparison
Stop assembling the platform around Flink.
This comparison covers production responsibilities—not Apache Flink engine features.
ResponsibilityOpen-source assemblyWith Realfuture
Job lifecycleTeam-specific scripts and conventionsOne path to develop, validate, deploy, and operate
Multi-cluster operationsSeparate views and manual coordinationOne control plane across YARN and Kubernetes targets
Production recoveryRunbooks assembled and maintained internallyOperational context—including recovery, observability, and history—stays with each job
GovernanceAssembled separately for each projectRBAC, audit, and policy built into the operating model
Commercial ownershipCommunity support plus internal expertiseEnterprise support with accountable delivery
PortabilityPossible, but operationally expensiveConsistent workflow across infrastructure choices
Commercial value
Value that compounds with every workload.
A shared operating model lowers the effort to add each workload, environment, and team.
Ship sooner
Use one repeatable lifecycle from development to production.
VALUE / TIME TO PRODUCTIONOperate efficiently
Oversee more jobs, users, and clusters with the same platform team.
VALUE / PLATFORM LEVERAGEControl risk
Keep recovery, access, audit, and observability inside the workflow.
VALUE / PRODUCTION CONFIDENCEStart with the gaps in your Flink operating model.
We’ll map them to platform responsibilities, deployment choices, and a practical evaluation.